after a lot of investigation I have finally found out the root cause of the ordeal I had to go through.
The reason behind the theft of my account and password is not because some one stole my password but because of a vulnerability in Google'e email system, Gmail.
I will not go into the technical details however for those who use gmail, I would recommend the following
1. Check the filters in your mail settings and make sure that all the filters in your gmail are the ones you created.
2. Install a piece of software called NoScript. It is available from this link http://noscript.net/
For those who use other browsers, they will have to find an anti-Cross-site request forgery, or simply put anti-CSRF software which prevents cross site scripting attacks.
This vulnerability is a very serious one and it is a big shame that a company as big as Google has not informed its users of the security flaw for the past coulple of months.
If you are a victim of such an attack, you will never even know and the attacker will receive all your email communications. I am still unable to figure out how the attacker got access to my PayPal account. However, I am slowly catching up.
For a more detailed overview , you can read the following articles
http://www.gnucitizen.org/blog/google-gmail-e-mail-hijack-technique/
Thanks to the original poster who showed me the light.
http://www.davidairey.com/google-gmail-security-hijack/